{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import scipy.misc as misc\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import matplotlib.cm as cm\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "gt = misc.imread('gt_8.png')\n",
    "inp = misc.imread('inp_8.png')\n",
    "pred = misc.imread('pred_8.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f26597aff90>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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dgaMqP7LXZ194Vh2CAv+XhF7+RVX9S8BDVX0PQFW/JyIPpjI774OZLO2LGP0n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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f26598fd950>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(inp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7f26596695d0>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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5D2/4K95a82EuOXVl7oQ1jDxR7uKUMxk8JZ0zPR0Z20ld4PgvT10AYrW8z6dc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\n4MPRAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2659755d50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(gt, cmap=cm.Paired ,vmin=0, vmax=151)\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7f26595314d0>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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lHzP7JPBJAEmvpTHg7V9IWgq8C1gKXAjckNe+oNrcQm8Lifc7jYhC1FY9F7w3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\n5jhOLfn/JHbZWv2C31cAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f265960ef50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(pred,cmap=cm.Paired ,vmin=0, vmax=151)\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
